Boxplots

Some major text

Column

Todas las variables

Some extra text

Por severidad

Por variable

Boxplots por var

Column

ALB

ALP

ALT

Column

AST

BIL

CHE

Column

CHOL

CREA

GGT

PROT

Correlaciones

Column

Heatmap

Scatterplots

ACP

Column

Eigenvalores

eigenvalue Varianza(%) Varianza_acumulada(%)
Dim.1 2.4617204 22.379276 22.37928
Dim.2 1.8176773 16.524339 38.90362
Dim.3 1.3660444 12.418586 51.32220
Dim.4 1.0954300 9.958455 61.28066
Dim.5 0.9630787 8.755261 70.03592
Dim.6 0.7610772 6.918883 76.95480
Dim.7 0.7009821 6.372564 83.32737
Dim.8 0.5873901 5.339910 88.66727
Dim.9 0.4932310 4.483918 93.15119
Dim.10 0.4192509 3.811372 96.96256
Dim.11 0.3341179 3.037435 100.00000

Contribuciones

Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
Age 3.1218612 1.3524742 20.2942490 8.2501905 20.2651140
ALB 19.7965348 3.1421703 8.3257415 2.2799606 3.1052366
ALP 3.4172926 16.7664193 13.1876036 6.1106804 0.1512957
ALT 0.3765221 18.8413903 1.5758660 7.8010735 30.0276532
AST 13.6010029 8.0193009 15.0365244 2.9821453 0.0130968
BIL 11.6874143 0.0018451 8.4922394 0.6616438 24.4104510
CHE 17.3078777 9.2711447 1.9590093 0.1981358 1.4800628
CHOL 8.1937629 9.9384921 11.7619771 2.0168415 9.4439781
CREA 0.4213311 0.5841866 1.2878061 68.1197549 0.6664951
GGT 12.0616201 22.2946873 0.0827347 1.0487663 0.0994636
PROT 10.0147803 9.7878893 17.9962488 0.5308073 10.3371533

Componentes Principales

Components 1-3

Biplot PC 1-2

Biplot PC 1-3

Predicción de infección

Column

Random Forest (RF)

Reference
0 1
Prediction
0 162 0
1 0 23

Column

Multinomial log-linear (LOG)

Reference
0 1
Prediction
0 162 0
1 0 23

Column

Gaussian naive bayes (GNB)

Reference
0 1
Prediction
0 161 7
1 1 16

Column

K nearest neighbors (KNN)

Reference
0 1
Prediction
0 162 1
1 0 22

Predicción de Severidad

Column

Random Forest (RF)

Reference
1 2 3
Prediction
1 4 2 0
2 4 4 1
3 0 1 8

Column

Multinomial log-linear (LOG)

Reference
1 2 3
Prediction
1 4 2 0
2 1 3 2
3 3 2 7

Column

Gaussian naive bayes (GNB)

Reference
1 2 3
Prediction
1 2 0 0
2 6 7 1
3 0 0 8

Column

K nearest neighbors (KNN)

Reference
1 2 3
Prediction
1 5 3 0
2 3 4 2
3 0 0 7

Resultados Modelos

Column

Infección

Accuracy Kappa AccuracyLower AccuracyUpper AccuracyNull AccuracyPValue McnemarPValue Method
1.0000000 1.0000000 0.9802576 1.0000000 0.8756757 0.0000000 NaN RF
1.0000000 1.0000000 0.9802576 1.0000000 0.8756757 0.0000000 NaN LOG
0.9567568 0.7763675 0.9165742 0.9811485 0.8756757 0.0001484 0.0770999 GNB
0.9945946 0.9747026 0.9702525 0.9998632 0.8756757 0.0000000 1.0000000 KNN

Severidad

Accuracy Kappa AccuracyLower AccuracyUpper AccuracyNull AccuracyPValue McnemarPValue Method
0.6666667 0.5000000 0.4467804 0.8436977 0.375 0.0035690 NaN RF
0.5833333 0.3650794 0.3664306 0.7789031 0.375 0.0307271 0.3430301 LOG
0.7083333 0.5692308 0.4890522 0.8738479 0.375 0.0009502 NaN GNB
0.6666667 0.5025907 0.4467804 0.8436977 0.375 0.0035690 NaN KNN

Exactitud

Kappa